bioRxivEcologyPreprint
Estimating the Presence and Abundance of Aedes Albopictus in Europe Using Neural Networks
Indaco BiazzoiD, Lia Orfei, Ioannis KioutsioukisiD, Lea SchuhiD, Céline M GossneriD, Olivier BriëtiD, Peter V. MarkoviD
Abstract
Aedes albopictus is an invasive mosquito species transmitting dengue, chikungunya, Zika and other arboviruses. Its ongoing geographical expansion across Europe, driven by climate change, trade, human mobility and urbanisation, is increasing the risk of vector-borne disease transmission in previously unaffected regions. Accurate mapping of mosquito distribution and abundance is essential for timely and targeted vector control and public health preparedness. Here we present AIedes, a neural network framework that predicts both the presence and weekly abundance of Ae. albopictus across Europe using climate variables alone. The model reproduces the large-scale spatial distribution of the species and captures fine-grained spatiotemporal variation in egg-laying activity. To support reproducible evaluation, the framework is trained and validated on newly harmonised, large-scale surveillance and climate datasets, which we release together with the model and code. These resources provide a consistent benchmark for the comparison of vector distribution and abundance models and enable extension to other regions and species where comparable data are available.
- Citations
- 0
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- A climate and population dependent diffusion model forecasts the spread of Aedes Albopictus mosquitoes in Europe
Sandra Barman, Jan C. Semenza, … Jonas Wallin·Communications Earth & EnvironmentPeer-reviewed·Apr 9, 2025
- Aedes albopictus is rapidly invading its climatic niche in France: wider implications for biting nuisance and arbovirus control in Western Europe
Andrea Radici, Pachka Hammami, … Cyril Caminade·Global Change BiologyPeer-reviewed·Aug 1, 2025
- Suitable seasons: Global monthly habitat suitability for the arbovirus vectors Aedes aegypti and Aedes albopictus in 1975-2024
Tarique Adnan Siddiqui, Nadezhda Malysheva, … Christopher Irrgang·bioRxiv·Apr 18, 2026
- Long-Term Surveillance Reveals Establishment of Aedes albopictus in Eastern Nebraska, USA
Gwenyth Anne Coleman, Jeff Hamik, … Troy D. Anderson·bioRxiv·Sep 28, 2026
- Geographic distribution and future expansion of Aedes albopictus in the Democratic Republic of the Congo
F. c. Z. Vulu, T. L. Bobanga, … N. Minakawa·bioRxiv·Oct 22, 2021
- Modelling the distribution of Aedes aegypti and Aedes albopictus using climate, host density and interspecies competitive effects
B. Yang, B. A. Borgert, … D. A. T. Cummings·bioRxiv·Dec 17, 2018